Nevertheless, Starburst rivals, similar to Databricks and Snowflake, provide agent governance options with Unity Catalog and Horizon, respectively.
Analysts level out that the agent utilization monitoring options added to Startburst usually are not solely vital for controlling over-expenditure however are additionally changing into desk stakes throughout knowledge lakehouses.
Whereas Databricks’ Mosaic AI Gateway gives fee limits, utilization monitoring, and inference logs and tables, with price monitoring by way of system tables, Snowflake’s Cortex AI Observability gives tracing, evaluations, and price and utilization evaluation, together with community-built price dashboards.